The Top 20 Data Science and Machine Learning Platforms

Check out this list of the top Data Science and Machine Learning Platforms products based on user satisfaction. A product's satisfaction score is calculated by a proprietary algorithm that factors in real-user satisfaction ratings from review data. Software buyers can compare products according to their satisfaction scores to streamline the buying process and quickly identify the best products based on the experiences of their peers.

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Databricks Data Intelligence Platform

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

44%

Financial Services

22%

Computer Software

20%

Hospital & Health Care

15%

Ratings from Reviews (out of 10):

Ease of Use

Average: 8.9

9.1

Meets Requirements

Average: 9.1

9.2

Ease of Doing Business With

Average: 8.2

9.3

Ease of Setup

Average: 8.4

8.9

Quality of Support

Average: 9.0

9.0

Ease of Admin

Average: 7.9

8.7

Deepnote

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

33%

Higher Education

30%

Information Technology and Services

22%

Financial Services

15%

Ratings from Reviews (out of 10):

Ease of Use

Average: 8.9

8.9

Meets Requirements

Average: 9.1

8.9

Ease of Doing Business With

Average: 8.2

8.5

Ease of Setup

Average: 8.4

9.2

Quality of Support

Average: 9.0

8.8

Ease of Admin

Average: 7.9

8.9

Vertex AI

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

42%

Information Technology and Services

35%

Financial Services

15%

Retail

Ratings from Reviews (out of 10):

Ease of Use

Average: 8.9

8.4

Meets Requirements

Average: 9.1

8.9

Ease of Doing Business With

Average: 8.2

8.5

Ease of Setup

Average: 8.4

8.4

Quality of Support

Average: 9.0

8.4

Ease of Admin

Average: 7.9

8.1

Anaconda Platform

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

40%

Computer Software

36%

Higher Education

13%

Education Management

11%

Ratings from Reviews (out of 10):

Ease of Use

Average: 8.9

8.6

Meets Requirements

Average: 9.1

9.0

Ease of Doing Business With

Average: 8.2

9.1

Ease of Setup

Average: 8.4

8.7

Quality of Support

Average: 9.0

8.3

Ease of Admin

Average: 7.9

8.6

Hex

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

37%

Computer Software

37%

Financial Services

18%

Internet

Ratings from Reviews (out of 10):

Ease of Use

Average: 8.9

8.8

Meets Requirements

Average: 9.1

8.6

Ease of Doing Business With

Average: 8.2

9.1

Ease of Setup

Average: 8.4

9.0

Quality of Support

Average: 9.0

8.6

Ease of Admin

Average: 7.9

9.5

SAS Viya

Overall Satisfaction Score

Top Industries of Reviewers:

Higher Education

32%

Banking

26%

Pharmaceuticals

24%

Information Technology and Services

18%

Ratings from Reviews (out of 10):

Ease of Use

Average: 8.9

8.4

Meets Requirements

Average: 9.1

8.7

Ease of Doing Business With

Average: 8.2

8.7

Ease of Setup

Average: 8.4

8.2

Quality of Support

Average: 9.0

8.4

Ease of Admin

Average: 7.9

7.2

Dataiku

Overall Satisfaction Score

Top Industries of Reviewers:

Financial Services

44%

Pharmaceuticals

20%

Information Technology and Services

20%

Oil & Energy

17%

Ratings from Reviews (out of 10):

Ease of Use

Average: 8.9

9.0

Meets Requirements

Average: 9.1

8.9

Ease of Doing Business With

Average: 8.2

9.3

Ease of Setup

Average: 8.4

8.6

Quality of Support

Average: 9.0

8.9

Ease of Admin

Average: 7.9

8.5

Saturn Cloud

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

40%

Higher Education

22%

Information Technology and Services

20%

Biotechnology

19%

Ratings from Reviews (out of 10):

Ease of Use

Average: 8.9

9.2

Meets Requirements

Average: 9.1

9.1

Ease of Doing Business With

Average: 8.2

9.2

Ease of Setup

Average: 8.4

8.9

Quality of Support

Average: 9.0

9.0

Ease of Admin

Average: 7.9

9.1

TensorFlow

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

46%

Information Technology and Services

33%

Research

13%

Computer & Network Security

Ratings from Reviews (out of 10):

Ease of Use

Average: 8.9

8.5

Meets Requirements

Average: 9.1

9.2

Ease of Doing Business With

Average: 8.2

9.2

Ease of Setup

Average: 8.4

8.9

Quality of Support

Average: 9.0

9.1

Ease of Admin

Average: 7.9

9.2

#10

Snowflake

Overall Satisfaction Score

Top Industries of Reviewers:

Information Services

31%

Information Technology and Services

25%

Financial Services

25%

Consumer Goods

19%

Ratings from Reviews (out of 10):

Ease of Use

Average: 8.9

9.2

Meets Requirements

Average: 9.1

9.3

Ease of Doing Business With

Average: 8.2

9.1

Ease of Setup

Average: 8.4

9.3

Quality of Support

Average: 9.0

9.2

Ease of Admin

Average: 7.9

8.7

#11

MATLAB

Overall Satisfaction Score

Top Industries of Reviewers:

Higher Education

36%

Research

27%

Computer Software

19%

Information Technology and Services

18%

Ratings from Reviews (out of 10):

Ease of Use

Average: 8.9

8.6

Meets Requirements

Average: 9.1

9.0

Ease of Doing Business With

Average: 8.2

9.7

Ease of Setup

Average: 8.4

8.7

Quality of Support

Average: 9.0

8.6

Ease of Admin

Average: 7.9

9.8

#12

RapidCanvas

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

36%

Information Technology and Services

29%

Financial Services

21%

Automotive

14%

Ratings from Reviews (out of 10):

Ease of Use

Average: 8.9

8.9

Meets Requirements

Average: 9.1

9.1

Ease of Doing Business With

Average: 8.2

9.7

Ease of Setup

Average: 8.4

8.9

Quality of Support

Average: 9.0

9.7

Ease of Admin

Average: 7.9

8.9

#13

Deep Learning VM Image

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

32%

Information Technology and Services

32%

Education Management

23%

Market Research

14%

Ratings from Reviews (out of 10):

Ease of Use

Average: 8.9

8.7

Meets Requirements

Average: 9.1

8.8

Ease of Doing Business With

Average: 8.2

8.7

Ease of Setup

Average: 8.4

9.0

Quality of Support

Average: 9.0

8.7

Ease of Admin

Average: 7.9

9.2

#14

TIMi

Overall Satisfaction Score

Top Industries of Reviewers:

Banking

33%

Financial Services

22%

Automotive

22%

Higher Education

22%

Ratings from Reviews (out of 10):

Ease of Use

Average: 8.9

9.4

Meets Requirements

Average: 9.1

9.4

Ease of Doing Business With

Average: 8.2

9.1

Ease of Setup

Average: 8.4

9.1

Quality of Support

Average: 9.0

9.6

Ease of Admin

Average: 7.9

8.7

#15

BigML

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

87%

Alternative Dispute Resolution

Electrical/Electronic Manufacturing

International Trade and Development

Ratings from Reviews (out of 10):

Ease of Use

Average: 8.9

9.1

Meets Requirements

Average: 9.1

9.4

Ease of Doing Business With

Average: 8.2

9.2

Ease of Setup

Average: 8.4

9.3

Quality of Support

Average: 9.0

9.6

Ease of Admin

Average: 7.9

9.4

#16

Posit

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

44%

Higher Education

32%

Computer Software

12%

Biotechnology

12%

Ratings from Reviews (out of 10):

Ease of Use

Average: 8.9

9.7

Meets Requirements

Average: 9.1

9.5

Ease of Doing Business With

Average: 8.2

0.0

Ease of Setup

Average: 8.4

9.8

Quality of Support

Average: 9.0

9.3

Ease of Admin

Average: 7.9

0.0

#17

Altair AI Studio

Overall Satisfaction Score

Top Industries of Reviewers:

Higher Education

58%

Education Management

19%

Information Technology and Services

12%

Research

12%

Ratings from Reviews (out of 10):

Ease of Use

Average: 8.9

9.1

Meets Requirements

Average: 9.1

9.4

Ease of Doing Business With

Average: 8.2

8.9

Ease of Setup

Average: 8.4

9.2

Quality of Support

Average: 9.0

9.1

Ease of Admin

Average: 7.9

8.6

#18

IBM watsonx.data

Overall Satisfaction Score

Top Industries of Reviewers:

Computer Software

52%

Information Technology and Services

24%

Retail

16%

Consumer Electronics

Ratings from Reviews (out of 10):

Ease of Use

Average: 8.9

8.3

Meets Requirements

Average: 9.1

9.0

Ease of Doing Business With

Average: 8.2

9.6

Ease of Setup

Average: 8.4

8.2

Quality of Support

Average: 9.0

8.7

Ease of Admin

Average: 7.9

9.1

#19

IBM watsonx.ai

Overall Satisfaction Score

Top Industries of Reviewers:

Information Technology and Services

45%

Computer Software

27%

Automotive

14%

Banking

14%

Ratings from Reviews (out of 10):

Ease of Use

Average: 8.9

8.8

Meets Requirements

Average: 9.1

8.7

Ease of Doing Business With

Average: 8.2

8.7

Ease of Setup

Average: 8.4

8.6

Quality of Support

Average: 9.0

8.5

Ease of Admin

Average: 7.9

8.6

#20

Incorta

Overall Satisfaction Score

Top Industries of Reviewers:

Biotechnology

25%

Chemicals

25%

Computer & Network Security

25%

Apparel & Fashion

25%

Ratings from Reviews (out of 10):

Ease of Use

Average: 8.9

9.7

Meets Requirements

Average: 9.1

10.0

Ease of Doing Business With

Average: 8.2

0.0

Ease of Setup

Average: 8.4

0.0

Quality of Support

Average: 9.0

9.7

Ease of Admin

Average: 7.9

0.0